{"cells":[{"cell_type":"markdown","source":"<center><h1>红酒数据集分析</h1></center>\n\n## 介绍\n\n这个notebook分析了红酒的通用数据集。这个数据集有1599个样本，11个红酒的理化性质，以及红酒的品质（评分从0到10）。这里主要目的在于展示进行数据分析的常见python包的调用，以及数据可视化。主要内容分为：单变量，双变量，和多变量分析。\n","metadata":{}},{"cell_type":"code","source":"%matplotlib inline\n#%config InlineBackend.figure_format = 'retina'\n\nimport numpy as np \nimport pandas as pd \nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# 颜色\ncolor = sns.color_palette()\n# 数据print精度\npd.set_option('precision',3) ","metadata":{"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"# 查看当前挂载的数据集目录!ls datalab/44","metadata":{"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"读取数据","metadata":{}},{"cell_type":"code","source":"df = pd.read_csv('datalab/44/winequality-red.csv',sep = ';')\ndf.head(5)","metadata":{"trusted":true},"execution_count":3,"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":"   fixed acidity  volatile acidity  citric acid  residual sugar  chlorides  \\\n0            7.4              0.70         0.00             1.9      0.076   \n1            7.8              0.88         0.00             2.6      0.098   \n2            7.8              0.76         0.04             2.3      0.092   \n3           11.2              0.28         0.56             1.9      0.075   \n4            7.4              0.70         0.00             1.9      0.076   \n\n   free sulfur dioxide  total sulfur dioxide  density    pH  sulphates  \\\n0                 11.0                  34.0    0.998  3.51       0.56   \n1                 25.0                  67.0    0.997  3.20       0.68   \n2                 15.0                  54.0    0.997  3.26       0.65   \n3                 17.0                  60.0    0.998  3.16       0.58   \n4                 11.0                  34.0    0.998  3.51       0.56   \n\n   alcohol  quality  \n0      9.4        5  \n1      9.8        5  \n2      9.8        5  \n3      9.8        6  \n4      9.4        5  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>fixed acidity</th>\n      <th>volatile acidity</th>\n      <th>citric acid</th>\n      <th>residual sugar</th>\n      <th>chlorides</th>\n      <th>free sulfur dioxide</th>\n      <th>total sulfur dioxide</th>\n      <th>density</th>\n      <th>pH</th>\n      <th>sulphates</th>\n      <th>alcohol</th>\n      <th>quality</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7.4</td>\n      <td>0.70</td>\n      <td>0.00</td>\n      <td>1.9</td>\n      <td>0.076</td>\n      <td>11.0</td>\n      <td>34.0</td>\n      <td>0.998</td>\n      <td>3.51</td>\n      <td>0.56</td>\n      <td>9.4</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7.8</td>\n      <td>0.88</td>\n      <td>0.00</td>\n      <td>2.6</td>\n      <td>0.098</td>\n      <td>25.0</td>\n      <td>67.0</td>\n      <td>0.997</td>\n      <td>3.20</td>\n      <td>0.68</td>\n      <td>9.8</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>7.8</td>\n      <td>0.76</td>\n      <td>0.04</td>\n      <td>2.3</td>\n      <td>0.092</td>\n      <td>15.0</td>\n      <td>54.0</td>\n      <td>0.997</td>\n      <td>3.26</td>\n      <td>0.65</td>\n      <td>9.8</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>11.2</td>\n      <td>0.28</td>\n      <td>0.56</td>\n      <td>1.9</td>\n      <td>0.075</td>\n      <td>17.0</td>\n      <td>60.0</td>\n      <td>0.998</td>\n      <td>3.16</td>\n      <td>0.58</td>\n      <td>9.8</td>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>7.4</td>\n      <td>0.70</td>\n      <td>0.00</td>\n      <td>1.9</td>\n      <td>0.076</td>\n      <td>11.0</td>\n      <td>34.0</td>\n      <td>0.998</td>\n      <td>3.51</td>\n      <td>0.56</td>\n      <td>9.4</td>\n      <td>5</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 1599 entries, 0 to 1598\nData columns (total 12 columns):\nfixed acidity           1599 non-null float64\nvolatile acidity        1599 non-null float64\ncitric acid             1599 non-null float64\nresidual sugar          1599 non-null float64\nchlorides               1599 non-null float64\nfree sulfur dioxide     1599 non-null float64\ntotal sulfur dioxide    1599 non-null float64\ndensity                 1599 non-null float64\npH                      1599 non-null float64\nsulphates               1599 non-null float64\nalcohol                 1599 non-null float64\nquality                 1599 non-null int64\ndtypes: float64(11), int64(1)\nmemory usage: 150.0 KB\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 单变量分析","metadata":{}},{"cell_type":"code","source":"# 简单的数据统计\ndf.describe()","metadata":{"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"       fixed acidity  volatile acidity  citric acid  residual sugar  \\\ncount       1599.000          1599.000     1599.000        1599.000   \nmean           8.320             0.528        0.271           2.539   \nstd            1.741             0.179        0.195           1.410   \nmin            4.600             0.120        0.000           0.900   \n25%            7.100             0.390        0.090           1.900   \n50%            7.900             0.520        0.260           2.200   \n75%            9.200             0.640        0.420           2.600   \nmax           15.900             1.580        1.000          15.500   \n\n       chlorides  free sulfur dioxide  total sulfur dioxide   density  \\\ncount   1599.000             1599.000              1599.000  1599.000   \nmean       0.087               15.875                46.468     0.997   \nstd        0.047               10.460                32.895     0.002   \nmin        0.012                1.000                 6.000     0.990   \n25%        0.070                7.000                22.000     0.996   \n50%        0.079               14.000                38.000     0.997   \n75%        0.090               21.000                62.000     0.998   \nmax        0.611               72.000               289.000     1.004   \n\n             pH  sulphates   alcohol   quality  \ncount  1599.000   1599.000  1599.000  1599.000  \nmean      3.311      0.658    10.423     5.636  \nstd       0.154      0.170     1.066     0.808  \nmin       2.740      0.330     8.400     3.000  \n25%       3.210      0.550     9.500     5.000  \n50%       3.310      0.620    10.200     6.000  \n75%       3.400      0.730    11.100     6.000  \nmax       4.010      2.000    14.900     8.000  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>fixed acidity</th>\n      <th>volatile acidity</th>\n      <th>citric acid</th>\n      <th>residual sugar</th>\n      <th>chlorides</th>\n      <th>free sulfur dioxide</th>\n      <th>total sulfur dioxide</th>\n      <th>density</th>\n      <th>pH</th>\n      <th>sulphates</th>\n      <th>alcohol</th>\n      <th>quality</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n      <td>1599.000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>8.320</td>\n      <td>0.528</td>\n      <td>0.271</td>\n      <td>2.539</td>\n      <td>0.087</td>\n      <td>15.875</td>\n      <td>46.468</td>\n      <td>0.997</td>\n      <td>3.311</td>\n      <td>0.658</td>\n      <td>10.423</td>\n      <td>5.636</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.741</td>\n      <td>0.179</td>\n      <td>0.195</td>\n      <td>1.410</td>\n      <td>0.047</td>\n      <td>10.460</td>\n      <td>32.895</td>\n      <td>0.002</td>\n      <td>0.154</td>\n      <td>0.170</td>\n      <td>1.066</td>\n      <td>0.808</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>4.600</td>\n      <td>0.120</td>\n      <td>0.000</td>\n      <td>0.900</td>\n      <td>0.012</td>\n      <td>1.000</td>\n      <td>6.000</td>\n      <td>0.990</td>\n      <td>2.740</td>\n      <td>0.330</td>\n      <td>8.400</td>\n      <td>3.000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>7.100</td>\n      <td>0.390</td>\n      <td>0.090</td>\n      <td>1.900</td>\n      <td>0.070</td>\n      <td>7.000</td>\n      <td>22.000</td>\n      <td>0.996</td>\n      <td>3.210</td>\n      <td>0.550</td>\n      <td>9.500</td>\n      <td>5.000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>7.900</td>\n      <td>0.520</td>\n      <td>0.260</td>\n      <td>2.200</td>\n      <td>0.079</td>\n      <td>14.000</td>\n      <td>38.000</td>\n      <td>0.997</td>\n      <td>3.310</td>\n      <td>0.620</td>\n      <td>10.200</td>\n      <td>6.000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>9.200</td>\n      <td>0.640</td>\n      <td>0.420</td>\n      <td>2.600</td>\n      <td>0.090</td>\n      <td>21.000</td>\n      <td>62.000</td>\n      <td>0.998</td>\n      <td>3.400</td>\n      <td>0.730</td>\n      <td>11.100</td>\n      <td>6.000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>15.900</td>\n      <td>1.580</td>\n      <td>1.000</td>\n      <td>15.500</td>\n      <td>0.611</td>\n      <td>72.000</td>\n      <td>289.000</td>\n      <td>1.004</td>\n      <td>4.010</td>\n      <td>2.000</td>\n      <td>14.900</td>\n      <td>8.000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# set plot style\nplt.style.use('ggplot')","metadata":{"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"colnm = df.columns.tolist()\nfig = plt.figure(figsize = (10, 6))\n\nfor i in range(12):\n    plt.subplot(2,6,i+1)\n    sns.boxplot(df[colnm[i]], orient=\"v\", width = 0.5, color = color[0])  # 绘制各单变量（Dataframe各列）的箱型图\n    plt.ylabel(colnm[i],fontsize = 12)\n#plt.subplots_adjust(left=0.2, wspace=0.8, top=0.9)\n\nplt.tight_layout()\nprint('\\nFigure 1: Univariate Boxplots')","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"\nFigure 1: Univariate Boxplots\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 12 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"colnm = df.columns.tolist()\nplt.figure(figsize = (10, 8))\n\nfor i in range(12):\n    plt.subplot(4,3,i+1)\n    df[colnm[i]].hist(bins = 100, color = color[0])\n    plt.xlabel(colnm[i],fontsize = 12)\n    plt.ylabel('Frequency')\nplt.tight_layout()\nprint('\\nFigure 2: Univariate Histograms')","metadata":{"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"\nFigure 2: Univariate Histograms\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 12 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### 品质\n这个数据集的目的是研究红酒品质和理化性质之间的关系。品质的评价范围是0-10，这个数据集中范围是3到8，有82%的红酒品质是5或6。\n\n#### 酸度相关的特征\n这个数据集有7个酸度相关的特征：fixed acidity, volatile acidity, citric acid, free sulfur dioxide, total sulfur dioxide, sulphates, pH。前6个特征都与红酒的pH的相关。pH是在对数的尺度，下面对前6个特征取对数然后作histogram。另外，pH值主要是与fixed acidity有关，fixed acidity比volatile acidity和citric acid高1到2个数量级(Figure 4)，比free sulfur dioxide, total sulfur dioxide, sulphates高3个数量级。一个新特征total acid来自于前三个特征的和。\n","metadata":{}},{"cell_type":"code","source":"acidityFeat = ['fixed acidity', 'volatile acidity', 'citric acid',\n               'free sulfur dioxide', 'total sulfur dioxide', 'sulphates']\n\nplt.figure(figsize = (10, 4))\n\nfor i in range(6):\n    ax = plt.subplot(2,3,i+1)\n    v = np.log10(np.clip(df[acidityFeat[i]].values, a_min = 0.001, a_max = None))  \n    plt.hist(v, bins = 50, color = color[0])\n    plt.xlabel('log(' + acidityFeat[i] + ')',fontsize = 12)\n\n    plt.ylabel('Frequency')\nplt.tight_layout()\nprint('\\nFigure 3: Acidity Features in log10 Scale')","metadata":{"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"\nFigure 3: Acidity Features in log10 Scale\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x288 with 6 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"\nplt.figure(figsize=(6,3))\n\nbins = 10**(np.linspace(-2, 2))\nplt.hist(df['fixed acidity'], bins = bins, edgecolor = 'k', label = 'Fixed Acidity')\nplt.hist(df['volatile acidity'], bins = bins, edgecolor = 'k', label = 'Volatile Acidity')\nplt.hist(df['citric acid'], bins = bins, edgecolor = 'k', alpha = 0.8, label = 'Citric Acid')\nplt.xscale('log')\nplt.xlabel('Acid Concentration (g/dm^3)')\nplt.ylabel('Frequency')\nplt.title('Histogram of Acid Concentration')\nplt.legend()\nplt.tight_layout()\n\nprint('Figure 4')\n","metadata":{"trusted":true},"execution_count":10,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.6/site-packages/matplotlib/mathtext.py:849: MathTextWarning: Font 'default' does not have a glyph for '-' [U+2212]\n  MathTextWarning)\n/opt/conda/lib/python3.6/site-packages/matplotlib/mathtext.py:850: MathTextWarning: Substituting with a dummy symbol.\n  warn(\"Substituting with a dummy symbol.\", MathTextWarning)\n","output_type":"stream"},{"name":"stdout","text":"Figure 4\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x216 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# 总酸度\ndf['total acid'] = df['fixed acidity'] + df['volatile acidity'] + df['citric acid']","metadata":{"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize = (8,3))\n\nplt.subplot(121)\nplt.hist(df['total acid'], bins = 50, color = color[0])\nplt.xlabel('total acid')\nplt.ylabel('Frequency')\nplt.subplot(122)\nplt.hist(np.log(df['total acid']), bins = 50 , color = color[0])\nplt.xlabel('log(total acid)')\nplt.ylabel('Frequency')\nplt.tight_layout()\n\nprint(\"Figure 5: Total Acid Histogram\")","metadata":{"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"Figure 5: Total Acid Histogram\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 576x216 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAjgAAADQCAYAAAAK/RswAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3X9Q1HX+B/DnAuvACljMpoCGSIqpqOfaoFdZoZsmXR5XnVY23pTjeecvqkEXc0wEmTDREtDOOsrxpubs6kbMJMfN0SLvjqGQn5F56oWBIj9Mdhdmxd3vH+V+Axb47LKfH3z2+Zjpj113P5/n7n721Yv3573vj8bpdDpBREREpCIBcgcgIiIi8jU2OERERKQ6bHCIiIhIddjgEBERkeqwwSEiIiLVYYNDREREqsMGh4iIiFSHDQ4RERGpDhscIiIiUh02OERERKQ6QXIH8EZDQ4No29br9WhubhZt+55glr4pKY+/Z4mOjpZ0f3IQs+Z4wt+Ptf4oKY+SsgDKyuOLLEJrDkdwiIiISHXY4BAREZHqsMEhIiIi1WGDQ0RERKrDBoeIiIhUhw0OERERqc6Q/Jm4mtybV97t9ul1M2RKQqQOXV1dyM3NRXp6Oux2O3bt2oWWlhbExMRgzZo1uHHjRq/7NBqN3LFVjXWO5CD6CE5XVxdycnJctwsKCrBp0yZs374dN2/ehN1uR05ODtavX4/8/Hw4nU6xIxGRStntdqSnp6OqqgoA8MUXXyAiIgI7duyA1WpFZWWl2/uISH1EHcGx2+14+eWX0djYCACoq6uDw+FAdnY2MjIyUFFRgba2NkRERCA9PR05OTmorKzE9OnTxYxFRCo1bNgw5ObmYu3atQCA6upqzJo1CwCQkJCAmpoaXL16tdd9PWuO2WyG2WwGAOTk5ECv10v4KvoWFBSkiixivAa1vDdiUFIeKbOI2uD0LDYjRoxAcnIyALhGatwVIDmLjdwHwi/3LXeWX1JSFkBZeZhFuSwWC3Q6HQAgJCQEDQ0Nbu/ryWg0wmg0um6raRVYXxlMFjFeg1reGzEoKY+UKxlLOgcnKioKAFBaWgqNRoPp06ejuLhYUcVG7gPhl/uWO8svKSkLoKw8/p5FyZdqCAsLg81mAwDYbDaEhYWhs7Oz131EpD6S/4qqrKwMxcXFMJlMCAwMdFuAiIh8ISEhwTXHprq6GlOmTHF7HxGpj6QNzrVr13D48GGYTCaEhIQAcF+AiIh8Yc6cOWhtbUVaWhpCQ0MxdepUt/cRkfpIeorq5MmTaGtrQ3Z2NgAgKSkJc+bMQWlpKdLS0jB27FgWGyIatPz8fACAVqtFenp6t39zdx8RqY8kDc6tYpOSkoKUlJRe/85iQ0RERL7ElYyJiIhIddjgEBERkerwUg1ERORTPS/NQCQHNjhDEK/rQkRE1D+eoiIiIiLV4QgOERHJjiPT5GscwSEiIiLVYYNDREREqsNTVArj7tcHHKolIiLyDEdwiIiISHXY4BAREZHqsMEhIiIi1WGDQ0RERKrDScYS4xLmRERE4mODMwSwKSIif8OF/2iweIqKiIiIVEf0EZyuri7k5uYiPT0ddrsdu3btQktLC2JiYrBmzRrcuHGj130ajUbsWERERKRioo7g2O12pKeno6qqCgDwxRdfICIiAjt27IDVakVlZaXb+4iIiIgGQ9QGZ9iwYcjNzUVERAQAoLq6GtOmTQMAJCQkoKamxu19RERERIMh6SRji8UCnU4HAAgJCUFDQ4Pb+3oym80wm80AgJycHOj1etEyBgUFibp9MUiRV2nvi5LyMAsRkfJI2uCEhYXBZrMBAGw2G8LCwtDZ2dnrvp6MRiOMRqPrdnNzs2gZ9Xq9qNsXgxR5lfa+KCmPv2eJjo6WdH9EREJI2uAkJCSgsrISs2fPRnV1NR599FE0Nzf3uo+IyFc6OzuRl5eH9vZ2TJw4EYsWLUJubi6sVisMBgOWLl0qd0QiEoGkPxOfM2cOWltbkZaWhtDQUEydOtXtfUREvlJSUoIJEyYgKysL9fX1eOutt2AwGLBjxw6cOXPG7WlxUr5788q7/UfUkyQjOPn5+QAArVaL9PT0bv/m7j4iIl/R6XS4evUqHA4H7HY7Lly4gMcffxwBAQGYNGkSampqep1mk3LenyeUNMdqMFm8ed5Az1HLeyMGJeWRMgtXMiYiVUtMTERRURFKSkowY8YMtLa2un7YoNPpYLFYej1Hynl/nlDLfC9vnjfQc7q6ulTx3ohBSXl8kUXovD+uZExEqnbo0CHMnz8fe/bsgcViQWNj44A/bCCioY8NDhGpWkdHB7RaLYCfTonHx8ejoqICDocDtbW1SEhIkDkhEYmBDQ4RqdqCBQtw/PhxbNq0CXa7HWlpaSgvL8f69ethMBgQGRkpd0QiEgHn4BCRqo0cORJZWVnd7svMzJQpDRFJhQ0OERFJij/rJinwFBURERGpDhscIiIiUh02OERERKQ6bHCIiIhIddjgEBERkerwV1Qq1PMXCqfXzZApCRGRcrA2+heO4BAREZHqcASHiIgGhevakBJxBIeIiIhUR3CD884776C2tlbMLERELqw5RDQYghucyMhIfPTRR1i1ahUKCwtRW1sLp9MpZjYi8mOsOUQ0GILn4CQnJyM5ORk2mw1nzpzB3//+d1y+fBmJiYl49NFHERUVJWg7nZ2dyMvLQ3t7OyZOnIhFixYhNzcXVqsVBoMBS5cu9frFEJF6+KrmkDoMNM8n/pXj3W7zF1Lk0Ryc//3vfzh69CgOHTqE9vZ2zJ07F/Hx8di2bZvgbZSUlGDChAnIyspCfX093nrrLRgMBuzYsQNnzpxBQ0ODxy+CiNTJFzWHiPyT4BGcNWvWICQkBLNmzcLatWtx5513AgC6urrw73//W/AOdTodrl69CofDAbvdjgsXLuDxxx9HQEAAJk2ahJqaGkRHR3v+SohIVXxVc4jIPwlucDZt2uR2SDgoKAgbNmwQvMPExEQUFRWhpKQEM2bMQGtrK3Q6HYCfmh+LxdLrOWazGWazGQCQk5MDvV4veH+eCgoKEnX7Yhgory9ej9LeFyXlYRZx+KrmEJF/EtzgjBw5EidOnMDcuXNRXV2N77//HgsWLEBgYKBHOzx06BDmz5+PefPm4Y033kBjYyNsNhsAwGazuS3ORqMRRqPRdbu5udmjfXpCr9eLun0xDJTXF69Hae+LkvL4exaxRlx9VXOIyD8JnoOzd+9elJaWAgBuu+02nD17Fm+99ZbHO+zo6IBWqwUAaLVaxMfHo6KiAg6HA7W1tUhISPB4m0SkPr6qOeR79+aVI/6V47g3r5yL/JFiCR7BOXPmDPbt2wcAGDNmDNatW4eVK1d6vMMFCxYgPz8fx44dg16vR1paGnbt2oWSkhLMnDkTkZGRHm/T37HAkBr5quYQkX8S3ODo9XrU1dW5Rliqq6sRERHh8Q5HjhyJrKysbvdlZmZ6vB0iUjdf1Rwi8k+CG5yVK1fi9ddfh1arhdPpRFdXF1588UUxsxGRH2PNIaLBENzgxMXF4Y033sAPP/wA4KeJhUFBvFbnUNDzFBYXwKKhwJc1p6ioCKWlpRg+fDhWr16NnTt3cnFRIpUTXC1+/PFHlJSUoKOjo9v9Tz75pM9DERH5quZcuXIF9fX1yM7OxtGjR7F//34YDAYsWrQIJpMJSUlJXHuLSIUE/4pq27ZtqKyshMPhgNPpdP1HRCQGX9WcqqoqWK1WbNmyBXV1dWhqasK0adO6LS5KROojeASnra0N27dvR0CAR1d3ICLyiq9qzvXr1xEeHg6TyYRNmzbh3Llzilpc1BNqWshRbELeJ7HeS6V9TkrKI2UWwQ1OSkoK3n//fSxZssS1jg0RkVh8VXN0Op3rFNSoUaNw/fp1RS0u6gklLSqpdELeJ7HeS6V9TkrK44ssQk8pC25wiouLce3aNRQXF+O2224DAGg0GhQUFHiXkIioH76qOXFxcThy5AgA4PLly4iOjkZFRQViY2NRW1uL5ORkn2enoYE/wFA3wQ1ORkaGiDFIbvyik9L4qubEx8cjLCwMGzduxOjRo7Fs2TLk5uZycVEaNHeLrLJ2KofgBueOO+7AxYsXcenSJSQmJqKqqgozZ84UMxsR+TFf1pwVK1Z0u83FRYnUT3CD8+GHH+L06dO4du0a7rnnHnz00Uf45ptv8Oyzz4qZj4j8FGsOEQ2G4J8nHDt2DNu2bUNQUBCCg4ORkZGBzz//XMxsROTHWHOIaDAENzjDhw+H1WqFRqMBADQ1NSEkJES0YETk31hziGgwBJ+iWrZsGTIzM2GxWPDqq6/iwoUL+NOf/iRmNiLyY6w5NBjuJgCTfxHc4BgMBowfPx7fffcdnE4n4uPjER4eLmY2IvJjrDlENBiCG5xTp051u11e/lN3/OCDD/o2ERERWHOIaHAENzi3rtfidDrR2tqK2tpazJo1i8WGiETBmkNEgyG4wVm1alW32xcvXnStDkpE5GusOUQ0GIIbnJ5iY2PR2Njo1XOLiopQWlqK4cOHY/Xq1di5cyesVisMBgOWLl3qbSQSiJPvaCgaTM0hIv8juMHZunVrt9stLS2IiYnxeIdXrlxBfX09srOzcfToUezfvx8GgwGLFi2CyWRCUlKS4AtpkXh6NkFnMx+WKQn5K1/VHCLyT4IbnN///vfdboeEhGDcuHEe77CqqgpWqxVbtmzBiBEj0NLSgsceewwBAQGYNGkSampqejU4ZrMZZrMZAJCTkyPqpdaVdFl5JVHa+6KkPMwiDl/VHCLyT16fouro6EBtba3r9uTJkwU97/r16wgPD4fJZMKmTZtw7tw56HQ6AIBOp4PFYun1HKPRCKPR6Lot5mXflXRZeSXp6upS1PuipM/J37NINeLqbc0hIv8kuMF59913cenSJYwdOxYOhwPff/89xo0bh+DgYADAli1bBG1Hp9O5CuKoUaNw/fp12Gw2AIDNZlPNX59ENDi+qjlE5J8ENzghISHYtm0b7rrrLgDAd999hw8//BAbN270aIdxcXGuX0JcvnwZ0dHRqKioQGxsLGpra5GcnOzR9ohInXxVc4jIPwlucBobGxEVFeW6HRUVhQsXLni8w/j4eISFhWHjxo0YPXo0li1bhtzcXJSUlGDmzJmIjIz0eJukPO5+qXV63QwZktBQ5auaQ0T+SXCDM2/ePJhMJsyY8dP/pL7++ms8/LB3v6xZsWJFt9uZmZlebYeI1MuXNYdIiJ5/mPGPsqFNcIPz1FNPYcaMGTh37hw0Gg1eeOEFjB8/XsxsROTHWHOIaDA8+hVVVFQUnE4n7rrrLi64RUSiY80hIm8FCH3giRMnsGHDBmzfvh03btzA9u3b8cknn4iZjYj8GGsOEQ2G4Abn4MGDePXVV6HVaqHT6fDaa6/h448/FjMbEfkx1hwiGgzBDY5Wq0VQUBA0Gg0AwG63IzAwULRgROTfWHOIaDAEz8F54oknsHXrVnR0dOCvf/0rysvL8eSTT4qZjYj8GGsOEQ2G4AYnKSkJEyZMQHV1NZxOJ+bPn88L3xGRaHxZc44cOYLy8nKkpqYiNzcXVqsVBoMBS5cu9XFqIlIKj35FNWbMGIwZM0asLERE3fii5ly9ehWnTp1CeHg4jh49CoPBgEWLFsFkMiEpKUmya2kRkbQEz8HJyspCR0eHmFmIiFx8VXPeffddPP300wCA6upqTJs2DQEBAZg0aRJqamoGvX0iUibBIzjBwcH45ptvYDAYxMxDChX/yvFut7nCJ4nNFzWnpKQEsbGxrlGg9vZ26HQ6AD9d+Ndisbh9ntlshtlsBgDk5OQo5iLAQUFBisniD7x5r/V6veI+JyXlkTKL4AZnzpw5OHDgAC5dutRtNdHJkyeLEoyI/Jsvas5XX32F5uZmVFRUoKGhARqNBjabDQBgs9n6LLRGoxFGo9F1u7m52ctX4Vt6vV4xWfyBN+91c3Nzt89JCZd/UNJx44ssQk8rC25wjh07httvvx3l5eUoL///D2zLli2ep/Mj7i46SUQD80XNSU1NBQA0NTVh3759iI+PR0VFBWJjY1FbW4vk5GSf5yYiZei3wTl8+DAWLVoEgI0MEYlP7JqzcOFC5ObmoqSkBDNnzkRkZKTP90FEyiC4wQGADz74AIsXLxY9FBH5J7FqzsiRI7F582YAQGZm5qC3p2buRp05546Gon4bHKfT2e32Z599xgZnADwlReQ91hwi8pV+G5xbS6QTEUmBNYeURAkThMl7/TY4HR0d2L17t+u21Wrtdhv4/0l8nuLKokTUk5g1h4j8S78NzooVK7rdnj59uk92ypVFicgdsWoOEfmffhuchx56SJSd3lpZ9JNPPkF1dTWef/75biuLssHxDxz+pZ7Eqjk0OJxbSEORR9ei8gVvVhaVclVRJa34qGTervDpq20q6XNiFiIi5ZG8wfFmZVEpVxVV0oqPSubtCp++2qaSPid/z8IRVyJSIskbHK4sSkREQ5GQU3UDPYan5qUj+GriYlm4cCHKy8uxfv16GAwGrixKREREgyb5CM4tXFmUiIiIxCL7CA4RERGRr7HBISIiItVhg0NERESqwwaHiIiIVIcNDhEREamObL+iUgsuYf4Tvg9ERKQkbHBIMbgAFhER+QpPUREREZHqsMEhIiIi1eEpKiIiIoVyN7+Rp++FYYNDXuGkYiIiUjKeoiIiIiLV4QgOEaleQUEBGhsbER4ejtTUVLzxxhtoaWlBTEwM1qxZA41GI3dEyXD0lfwFR3CISNXq6urgcDiQnZ2Njo4OnDhxAhEREdixYwesVisqKyvljkhEIuAIjgf4l8/g8P0jOYwYMQLJyckAAKfTiX/84x9YuXIlACAhIQE1NTWYPn26nBGJSARscIhI1aKiogAApaWl0Gg0GDduHHQ6HQAgJCQEDQ0NvZ5jNpthNpsBADk5OdDr9dIF7kdQUJBispBv9PzD72zmwwM+p+cxEP/K8X63oaTjRsosbHCISPXKyspQXFwMk8mEt99+GzabDQBgs9kQFhbW6/FGoxFGo9F1u7m5WbKs/dHr9YrJQuIQ8vkO9Jie/66k48YXWaKjowU9TpYGhxP+iEgq165dw+HDh/Hyyy8jODgYCQkJqKysxOzZs1FdXY1HH31U7ohEJALJJxlzwh8RSenkyZNoa2tDdnY2Nm/ejJs3b6K1tRVpaWkIDQ3F1KlT5Y5I5JF788q7/UfuST6Cwwl/RCSllJQUpKSkdLvv4YcHnudAREOb5A2O0if8KWkylr/r73Po63MaaLKdGJR0zCgpCxGRnGSZg6PkCX9Kmozl73p+Dj2HYoVcj0WKz1JJx4wcWYRO+COigfGUk+9IPgfn1oQ/k8mEkJAQ14Q/AKiursaUKVOkjkREREQqI/kIzi8n/AHAAw884JrwN3bsWE74IyIiokGTvMEZShP+OFQ49HlzWotoKBnoGGcdI3/Fa1ERERGR6rDBISIiItXhpRpIsTi0TkTkuYFqp7+cqucIDhEREakOGxwiIiJSHZ6iIr/GoVwiInVig0NDljdzdDivh9SOxzgNxF+Wz2CD8wssDEREROrABoeIiMiPufvjXg2jOmxwiDzUsxhIccVyIgCIf+W43BGIhgy/anB4Coo8xWOGiGho8qsGh4hIyfxl8ieRFNjgEA1Sz9MG/J8SCcURQiLxcKE/IiIiUh2O4BARKRRHeIi8p+oGh8WB5MB5FP5JyE9tWZNoqBKjroldK1Xd4BApkVIaIKXkICISg+wNjt1ux65du9DS0oKYmBisWbMGGo1G7lhEkvFmka2h+NeUUkhZczhiQ0OVp8fuQPVDju+C7A3OF198gYiICKSnpyMnJweVlZWYPn263LGIZOUvzYYcWHOIBm8oNO+y/4qquroa06ZNAwAkJCSgpqZG5kREpGasOUT+QfYRHIvFAp1OBwAICQlBQ0NDr8eYzWaYzWYAQE5ODqKjowVt+2KOsMcRSckXx2V/2+D3o39i1Rx/fT+JhJDj+yH7CE5YWBhsNhsAwGazISwsrNdjjEYjcnJykJOTI3qe9PR00fchFLP0TUl5mGVoUVrN8YSSPl8lZQGUlUdJWQBl5ZEyi+wNTkJCAiorKwH8NHQ8ZcoUmRMRkZqx5hD5B9kbnDlz5qC1tRVpaWkIDQ3F1KlT5Y5ERCrGmkPkHwIzMjIyZA0QGIj7778f8+fPx6xZsxTxE/G4uDi5I7gwS9+UlIdZhg4l1hxPKOnzVVIWQFl5lJQFUFYeqbJonE6nU5I9EREREUlE9lNURERERL4m+8/ElaSoqAilpaUYPnw4NmzYgKAged6ezs5O5OXlob29HRMnTsSzzz4rS46uri7k5uYiPT1dEStO/zIPABQUFKCxsRHh4eFIS0tDYGCgbFkA4MiRIygvL8fmzZsly+Eui1KOY/Keu+Prl6SsEQN9z6SuDUK+91LVBqH7kao2CMkjVX0YKIsUxzBHcH525coV1NfXIzs7G7/61a/Q0tIiW5aSkhJMmDABWVlZqK+vx6VLlyTPYLfbkZ6ejqqqKgD/v/rrjh07YLVaXb9CkStPXV0dHA4HsrOz0dHRgYqKCtmyAMDVq1dx6tQpyTL0lUVJxzF5x93x1ZNUNULI90zK2iAkj1S1Qeh+pKoNQvJIVR+EZJHiGGaD87OqqipYrVZs2bIFdXV1GDlypGxZdDodOjs74XA4YLfbZfkLfNiwYcjNzUVERAQA+Vd/7ZlnxIgRSE5OBgBIPY2sZxYAePfdd/H0009LmsNdFiUdx+Qdd8dXT1LVCCHfMylrg5A8UtUGofuRqjYIySNVfRCSRYpjmA3Oz65fv47w8HBs3boVLS0tqKurky1LYmIizpw5g7Vr12L06NGIjIyULcstPVd/tVgssuaJiorC+PHjUVpaCo1GI+u1hEpKShAbG4sxY8bIluEWJR3HJB6paoSQ75mUtUFIHqlqg5D9SFkbhOSRqj4IySLFMcwG52c6nc61HPuoUaPQ2toqW5ZDhw5h/vz52LNnDywWC7799lvZstwiZPVXqZWVlaG4uBgmk0nS+Tc9ffXVV6iqqsLu3btx/vx5fPrpp7JlUdJxTOKRskYM9D2TujYI+d5LVRsG2o/UtWGgPFLWh4GySHEMs8H5WVxcHP773/8CAC5fvoxRo0bJlqWjowNarRYAoNVq0dnZKVuWW5S2+uu1a9dw+PBhmEwmhISEyJolNTUVWVlZSE1NRVxcHB555BHZsijpOCbxSFUjhHzPpKwNQvJIVRuE7EfK2iAkj1T1QUgWKY5h/rziZ/Hx8QgLC8PGjRsxevRojB8/XrYsCxYsQH5+Po4dOwa9Xq+IlVbnzJmD0tJSpKWlYezYsbJnOnnyJNra2pCdnQ0ASEpKwty5c2XNpARKOo7JN5qamvDpp59i2bJlrvukqhHuvmeXLl3qlkXK2iAkj1S1QUgWKQnJI1V9EJJFimOYC/0RERGR6vAUFREREakOGxwiIiJSHTY4REREpDpscIiIiEh12OCQZGpqapCRkSHa9uvq6vDaa6/1+e8nT57Enj17RNs/EQ2ew+GQO4Is/PV1i4kNDrksXrzYo8evXr0aTU1NIqXx3N13340NGzbIHYOIvFRdXY333ntP7hiSu3HjBrKzsxWx5pmasMEhIiKvfPDBB/jggw98si2bzYaDBw/iiSee8Mn2hGhqasLq1atF235zczNMJlOf/35rVFur1WLhwoX429/+JloWf8QGh3DgwAEsX74cALB8+XKkpqa6/q2iogKpqalYuXIl/vnPfwIAjh49iuXLl7u+vMuXL3f95VFWVoa1a9dixYoVeOedd7zO1Nd2zp8/D5PJhOeffx55eXno6upy/Zu7U2Bnz55Famoq1q5dK/kFQolIuCNHjuCxxx5zXdcK8HyUOCMjQ1Hfc71ej+3btwt67D333IO2tjZcvnxZ5FT+gw0OYdmyZSgsLAQAFBYWYvfu3QCA9vZ2FBQU4IUXXsDOnTtx+vRplJeXIzk5GYWFha4vb2FhIYKDgwEAx48fx4svvog333wTNTU1uHTpkleZ3G2nq6sLr7/+OpYuXYp9+/bBarXi5MmT/W7nzTffxFNPPYXc3FzU19d7lYWIxFdVVYV77rlH7hiySkpKwr/+9S+5Y6gGL9VAffr2228RGxuLcePGAQAeeughlJeXY8aMGX0+589//jNOnz6NQ4cO4fLly/jxxx+9upKuu+04HA4EBQVh2rRpANDv0C/w05B3c3MzZs+eDY1Ggzlz5uDixYseZyEi4T7//HMcPHgQTqcTixcvxkMPPQQA+PLLL3HgwAGMGDEC0dHR0Gq1rtNDdrsdOp0OAQE//c199OhRfPTRR7BYLDCZTAgICMCePXsQHByM8+fPY9++fWhtbcV9992HZcuWoaysDPv27YPNZsNrr72GoKAgZGZmYvTo0Th79iz27duHH3/8EZMnT0ZqaqpXF+DsaztXrlzB3r17UV9fj/Hjx2PdunUIDQ0F8NMpsK1bt3b7cUNDQwN2796N69ev96qlEyZMwJdffunN205ucASH+qXRaLrd7u/KHjabDRs3boRGo8GTTz6JCRMmeLVPodv54YcfUFtb2+d2bv0q4dZr6PlaiMi3fvjhB7z33nvIyMhAZmYmDh48iO+//x4AsH//fmzevBlGoxGBgYHd5r5YLBYMHz7cdbuvUeKuri7s2rULS5YswZ49e1BfXw+z2YzExEQUFhZi4sSJ2LBhAwoLCzF69GgAwGeffYZnnnkGb7/9Njo6OlBRUeHVa+trOwUFBXjggQfw9ttvQ6/X4+OPP+53O/v378d9992HgoKCXlfzDg0NhdVq9Sof9cYGh1zCwsLQ1NSErq4uWK1WTJw4ERcuXMDFixdhtVpx6tSpbn9x3Hq80+lEe3s7GhsbAQBGoxE2m8111VpP9bWd6Oho2O12VFRUwOFw4MMPP+x3RCY0NBS33347ysrKYLfb+ZcRkcgqKysxc+ZM3HHHHdDr9UhMTHQ1AlqtFg6HAzdv3sTNmze7PS80NBQWi2XA7Tc0NCAoKAgGgwHDhg3DggUL8PXXX/f7nD/84Q9oa2tDQUEBzp49i+vXr3v12txtp6OjAxfXZ5rnAAADOElEQVQuXMC8efMQGBiIFStWYMmSJf1u5+zZs3jwwQcRGBjY6yKg7e3t3Ro9GhyeoiKXpUuXYvPmzbhx4wbWr1+PSZMmYc2aNXj99dfR2dmJBQsWwGAwuB6/ePFi7N27Fx0dHVi+fDlmz56N2NhYrFy5EvHx8YiNjUVjYyOmTJniUY6xY8f2uZ2XXnrJNTw9Y8YMPPLII/1ua9WqVdi7dy9u3rzp9YgSEQnX16hvXFwcdu7cieDgYKxbt67bY4YNG4bOzk44HA7XaSqh2++Pw+HApk2bcN999yE5OdnrUdyBtuN0OqHRaNDS0oLz588jMTGxz23deiyAXq/122+/dU0JoMFjg0Muc+fO7fUXxfTp012TjnsyGAzYu3dvt/v6mxczZcoUQc1OUFBQn9u56667+lzMz9327777buTl5Q24TyIavKlTp6KoqAi/+93vEBAQgNLSUmzcuBHNzc1oamrCrl27+pz/Mm3aNPznP//Br3/9a9d9t0aJ77jjDlgsFkRHR+PGjRs4c+YMJk+ejOPHj3ebmHzr8VOmTHGN1Fy5cgULFy5EW1sbqqqqkJCQ4PHrslgsbrcTEhKCsWPH4sSJE5g3bx6Ki4vR1dXVb4Mzfvx4lJSU4JFHHun1I4mTJ0/iueee8zgfuccGh4iIfGLMmDF45plnsGXLFjidTixZsgQxMTGuUZw//vGP0Gq1uPPOO7Fy5Uro9XrXc3/zm98gOzsbkydPxogRIwD0HiW+//778dJLL+Evf/kL2tracO+99+Lhhx92bSMlJQV5eXk4cOAAUlJS8Nvf/hYPPvgg1qxZg5iYGMTFxaGhocHj1xUeHt7ndtauXYs333wT77//PuLj4wdcV+e5555DXl4eioqKMHXqVNepuZKSEkRGRmLUqFEe5yP3NM7+Zo0SERENUllZGerq6vDss8/i5s2byM/PR3x8PJKTk7s97ty5cygrK8NTTz0lU1J53LhxA3l5eVi3bh20Wq3ccVSDDQ4REYmqubkZ+fn5rlGP2NhYrFq1CrfffrvMyUjN2OAQERGR6vBn4kRERKQ6bHCIiIhIddjgEBERkeqwwSEiIiLVYYNDREREqvN/Ec8UbnC4sUYAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### 甜度(sweetness)\n\nResidual sugar 与酒的甜度相关，通常用来区别各种红酒，干红（<=4 g/L), 半干（4-12 g/L）,半甜（12-45 g/L），和甜（>45 g/L)。 这个数据中，主要为干红，没有甜葡萄酒。","metadata":{}},{"cell_type":"code","source":"# Residual sugar\ndf['sweetness'] = pd.cut(df['residual sugar'], bins = [0, 4, 12, 45], \n                         labels=[\"dry\", \"medium dry\", \"semi-sweet\"])","metadata":{"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize = (5,3))\ndf['sweetness'].value_counts().plot(kind = 'bar', color = color[0])\nplt.xticks(rotation=0)\nplt.xlabel('sweetness', fontsize = 12)\nplt.ylabel('Frequency', fontsize = 12)\nplt.tight_layout()\nprint(\"Figure 6: Sweetness\")\n","metadata":{"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"Figure 6: Sweetness\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 360x216 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## 双变量分析\n\n#### 红酒品质和理化特征的关系\n\n下面Figure 7和8分别显示了红酒理化特征和品质的关系。其中可以看出的趋势有：   \n\n* 品质好的酒有更高的柠檬酸，硫酸盐，和酒精度数。硫酸盐(硫酸钙)的加入通常是调整酒的酸度的。其中酒精度数和品质的相关性最高。\n* 品质好的酒有较低的挥发性酸类，密度，和pH。\n* 残留糖分，氯离子，二氧化硫似乎对酒的品质影响不大。","metadata":{}},{"cell_type":"code","source":"colnm","metadata":{"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"['fixed acidity',\n 'volatile acidity',\n 'citric acid',\n 'residual sugar',\n 'chlorides',\n 'free sulfur dioxide',\n 'total sulfur dioxide',\n 'density',\n 'pH',\n 'sulphates',\n 'alcohol',\n 'total acid',\n 'quality']"},"metadata":{}}]},{"cell_type":"code","source":"sns.set_style('ticks')\nsns.set_context(\"notebook\", font_scale= 1.1)\n\ncolnm = df.columns.tolist()[:11] + ['total acid']\nplt.figure(figsize = (10, 8))\n\nfor i in range(12):\n    plt.subplot(4,3,i+1)\n    sns.boxplot(x ='quality', y = colnm[i], data = df, color = color[1], width = 0.6)    \n    plt.ylabel(colnm[i],fontsize = 12)\nplt.tight_layout()\nprint(\"\\nFigure 7: Physicochemical Properties and Wine Quality by Boxplot\")","metadata":{"trusted":true},"execution_count":15,"outputs":[{"name":"stdout","text":"\nFigure 7: Physicochemical Properties and Wine Quality by Boxplot\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 12 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"sns.set_style(\"dark\")\n\nplt.figure(figsize = (10,8))\ncolnm = df.columns.tolist()[:11] + ['total acid', 'quality']\nmcorr = df[colnm].corr()\nmask = np.zeros_like(mcorr, dtype=np.bool)\nmask[np.triu_indices_from(mask)] = True\ncmap = sns.diverging_palette(220, 10, as_cmap=True)\ng = sns.heatmap(mcorr, mask=mask, cmap=cmap, square=True, annot=True, fmt='0.2f')\nprint(\"\\nFigure 8: Pairwise Correlation Plot\")    \n","metadata":{"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"\nFigure 8: Pairwise Correlation Plot\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x576 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### 密度和酒精浓度\n\n密度和酒精浓度是相关的，物理上，两者并不是线性关系。Figure 8展示了两者的关系。另外密度还与酒中其他物质的含量有关，但是关系很小。\n","metadata":{}},{"cell_type":"code","source":"# style\nsns.set_style('ticks')\nsns.set_context(\"notebook\", font_scale= 1.4)\n\n# plot figure\nplt.figure(figsize = (6,4))\nsns.regplot(x='density', y = 'alcohol', data = df, scatter_kws = {'s':10}, color = color[1])\nplt.xlim(0.989, 1.005)\nplt.ylim(7,16)\nprint('Figure 9: Density vs Alcohol')","metadata":{"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Figure 9: Density vs Alcohol\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### 酸性物质含量和pH\n\npH和非挥发性酸性物质有-0.683的相关性。因为非挥发性酸性物质的含量远远高于其他酸性物质，总酸性物质(total acidity)这个特征并没有太多意义。\n","metadata":{}},{"cell_type":"code","source":"acidity_related = ['fixed acidity', 'volatile acidity', 'total sulfur dioxide', \n                   'sulphates', 'total acid']\n\nplt.figure(figsize = (10,6))\n\nfor i in range(5):\n    plt.subplot(2,3,i+1)\n    sns.regplot(x='pH', y = acidity_related[i], data = df, scatter_kws = {'s':10}, color = color[1])\nplt.tight_layout()\nprint(\"Figure 10: pH vs acid\")","metadata":{"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Figure 10: pH vs acid\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 720x432 with 5 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## 多变量分析\n\n与品质相关性最高的三个特征是酒精浓度，挥发性酸度，和柠檬酸。下面图中显示的酒精浓度，挥发性酸和品质的关系。\n\n#### 酒精浓度，挥发性酸和品质\n对于好酒（7，8）以及差酒（3，4），关系很明显。但是对于中等酒（5，6），酒精浓度的挥发性酸度有很大程度的交叉。","metadata":{}},{"cell_type":"code","source":"plt.style.use('ggplot')\n\nsns.lmplot(x = 'alcohol', y = 'volatile acidity', hue = 'quality', \n           data = df, fit_reg = False, scatter_kws={'s':10}, size = 5)\nprint(\"Figure 11-1: Scatter Plots of Alcohol, Volatile Acid and Quality\")\n","metadata":{"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Figure 11-1: Scatter Plots of Alcohol, Volatile Acid and Quality\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 419.4x360 with 1 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\n"},"metadata":{}}]},{"cell_type":"code","source":"\nsns.lmplot(x = 'alcohol', y = 'volatile acidity', col='quality', hue = 'quality', \n           data = df,fit_reg = False, size = 3,  aspect = 0.9, col_wrap=3,\n           scatter_kws={'s':20})\nprint(\"Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\")\n","metadata":{"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"Figure 11-2: Scatter Plots of Alcohol, Volatile Acid and Quality\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 583.2x432 with 6 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### pH，非挥发性酸，和柠檬酸\n\npH和非挥发性的酸以及柠檬酸有相关性。整体趋势也很合理，即浓度越高，pH越低。","metadata":{}},{"cell_type":"code","source":"# style\nsns.set_style('ticks')\nsns.set_context(\"notebook\", font_scale= 1.4)\n\nplt.figure(figsize=(6,5))\ncm = plt.cm.get_cmap('RdBu')\nsc = plt.scatter(df['fixed acidity'], df['citric acid'], c=df['pH'], vmin=2.6, vmax=4, s=15, cmap=cm)\nbar = plt.colorbar(sc)\nbar.set_label('pH', rotation = 0)\nplt.xlabel('fixed acidity')\nplt.ylabel('citric acid')\nplt.xlim(4,18)\nplt.ylim(0,1)\nprint('Figure 12: pH with Fixed Acidity and Citric Acid')","metadata":{"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Figure 12: pH with Fixed Acidity and Citric Acid\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x360 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"## 总结：\n\n整体而言，红酒的品质主要与酒精浓度，挥发性酸，和柠檬酸有关。对于品质优于7，或者劣于4的酒，直观上是线性可分的。但是品质为5，6的酒很难线性区分。","metadata":{}}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.8","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":2}